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Big Data and WebGIS for Formulating Health Care Policy in India 印度制定卫生保健政策的大数据和WebGIS
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532567
Vaibhav Kumar, A. Sarkar, Arnab Jana
Lack of strategic framework in service delivery and decision making remains a void in health care, especially in developing nations. Online social media (OSM) can be an appropriate tool in raising awareness, issuing warnings and retrieving information regarding health issues. This study proposes a web-based health Geographic Information System (GIS) by utilizing a fabrication of OSM sources like government data, news media and Twitter data. Web crawlers were developed to retrieve the historical datasets from the archives of the data sources. The processed data is represented geo-spatially using a developed WebGIS system. The sequential computation-driven system integrating spatial extensions of PostgreSQL database and OpenLayers allows us to analyze health-related information, conduct spatiotemporal queries, and generate spatial density distribution maps to determine the disease hot spots and visualize space-time connections at a local scale. The outcomes can support the agencies in framing healthcare-related policies based on geoinformation intelligence and data analysis on various datasets including social media. It can further pave the way towards an e-governance system for efficient healthcare service delivery to every section of the society.
在提供服务和决策方面缺乏战略框架仍然是卫生保健领域的一个空白,特别是在发展中国家。在线社交媒体可以成为提高认识、发出警告和检索有关健康问题信息的适当工具。本研究提出了一个基于网络的卫生地理信息系统(GIS),利用OSM来源如政府数据、新闻媒体和Twitter数据的捏造。开发了Web爬虫来从数据源的存档中检索历史数据集。处理后的数据使用已开发的WebGIS系统进行地理空间表示。序列计算驱动的系统集成了PostgreSQL数据库和OpenLayers的空间扩展,可以分析健康相关信息,进行时空查询,生成空间密度分布图,确定疾病热点,可视化局部尺度的时空联系。研究结果可支持各机构根据地理信息情报和对包括社交媒体在内的各种数据集的数据分析,制定与保健有关的政策。它可以进一步为电子政务系统铺平道路,为社会各阶层提供有效的医疗保健服务。
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引用次数: 0
Machine diagnosis using acoustic analysis: a review 基于声学分析的机器诊断:综述
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532537
Kader B T Shaikh, N. P. Jawarkar, V. Ahmed
Diagnosis or fault identification in real industrial machines using audio or sound signals is a challenging task. Active research has been pursued to determine acoustic features, classification & clustering algorithms that could estimate the state of an industrial machine. Acoustic features & classifiers from different domains have been successfully implemented for fault identification in industrial machines. This paper is a comparative study of propositions, experiments, applications and systems developed by various researchers. Effort has been made to generate a collection of test benches developed, results observed and conclusion arrived. These insights suggest deep learning and anomaly detection techniques as a promising technology for preventive maintenance in real industrial machines.
在真实的工业机器中使用音频或声音信号进行诊断或故障识别是一项具有挑战性的任务。人们一直在积极研究确定声学特征、分类和聚类算法,以估计工业机器的状态。不同领域的声学特征和分类器已成功应用于工业机械故障识别。本文对不同研究者提出的命题、实验、应用和系统进行了比较研究。努力产生了一系列的试验台开发,结果观察和结论得出。这些见解表明,深度学习和异常检测技术是一种很有前途的技术,可用于实际工业机器的预防性维护。
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引用次数: 5
The Brain-Machine Interface: Nanotechnology and Cybernetics 60 Years After Norbert Wiener 脑机接口:纳米技术和控制论,诺伯特·维纳60年后
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532565
R. Andrews
Electrical stimulation has been used for at least two millennia to treat nervous system disorders. The brain-machine inter face - physical contact between brain tissue and an implanted device - has under gone dramatic refinement over a much shorter period, the past century. Feedback guided electrical stimulation (a key component of cybernetics) is more recent still-less than a quarter century. Examples of major advances in the technology employed in the brain-machine inter face are presented, for both electrical and chemical activity in the brain. A first step towards a “neural prosthesis” or implanted replacement for a principal component of the brain's network architecture - a bioinspired synapse - is described. As noted by Norbert Wiener 75 years ago, technological advancements come with the danger that they may be used for nefarious purposes.
电刺激用于治疗神经系统疾病至少有两千年的历史。在过去的一个世纪里,脑机接口——脑组织和植入设备之间的物理接触——在更短的时间内经历了戏剧性的改进。反馈引导的电刺激(控制论的一个关键组成部分)是最近才出现的,也就是不到四分之一个世纪。介绍了脑机接口技术的主要进展,包括脑电和脑化学活动。研究人员描述了迈向“神经假体”或植入大脑网络结构的主要组成部分——生物突触的第一步。正如诺伯特·维纳(Norbert Wiener)在75年前所指出的那样,技术进步伴随着可能被用于邪恶目的的危险。
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引用次数: 0
Wiener's “Continuism” in Cybernetics and its Social Implications 控制论中维纳的“连续主义”及其社会意义
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532563
V. Dusek
Norbert Weiner preferred continuous processes and functions to discrete ones. Despite his very early proposal for a digital computer, Wiener's stochastic functions and prosthetic devices involved continuous (though often non-differentiable) functions. The contrast between continuous and discrete has pervaded all fields of science. Atomism, both ancient and modern, has had association with competitive social individualism. I suggest that the discrete unit model that pervades most contemporary theory of computation tends to be associated with social individualism. Wiener would have looked askance at the libertarian individualism and lack of a sense of communal cooperation characterizing most of the rise of the internet.
诺伯特·韦纳更喜欢连续过程和函数而不是离散过程和函数。尽管他很早就提出了数字计算机,但维纳的随机函数和假肢装置涉及连续函数(尽管通常是不可微的)。连续与离散之间的对比已遍及所有科学领域。原子论,无论是古代还是现代,都与竞争性的社会个人主义有关。我认为,弥漫在大多数当代计算理论中的离散单元模型往往与社会个人主义有关。维纳可能会对自由意志主义的个人主义和缺乏社区合作意识嗤之以鼻,而这些正是互联网崛起的主要特征。
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引用次数: 0
Some steps for India to move towards 100% Renewable Energy 印度向100%可再生能源迈进的一些步骤
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532526
A. Jhunjhunwala, K. Jha, Anson Sando
India is highly dependent on coal for producing its electricity. Even though the per-capita emissions of GHG in India is lower than that of most developed, its total emissions of GHG is close to some of the big polluters. No wonder there is an increasing pressure on India to move towards Renewable Energy (RE). India now produces solar and wind-based electricity at costs lower or comparable to that of coal-based electricity. However, while coal-based electricity generation can be increased or decreased at will to match demand, that is not the case for solar and wind-based electricity, as the quantity produced entirely depends on nature, the sun-hours and the wind-hours. Only way generation could match demand is if there are massive energy-storage systems. This paper examines how office and commercial complexes in India can take the lead in becoming a 100% RE user by installing energy storage systems and carrying out effective energy management. It would show that this can be done to reduce the cost of electricity for such complexes, while they become near-100% RE users. The industrial-complexes and housing complexes may use a similar strategy to become an RE-user and this would help move India substantially towards 100% RE. The paper examines the technology and economic challenges that have to be overcome to get there.
印度高度依赖煤炭发电。尽管印度的人均温室气体排放量低于大多数发达国家,但其温室气体总排放量接近一些污染大国。难怪印度面临越来越大的压力,要求其转向可再生能源。印度现在生产太阳能和风能发电的成本低于或与燃煤发电相当。然而,尽管煤炭发电可以根据需求随意增减,但太阳能和风能发电却不是这样,因为发电量完全取决于自然条件、日照时数和风力时数。发电满足需求的唯一途径是建立大规模的储能系统。本文探讨了印度的办公和商业综合体如何通过安装储能系统和开展有效的能源管理,率先成为100%可再生能源用户。这将表明,这是可以做到的,以降低这些综合体的电力成本,同时他们成为近100%的可再生能源用户。工业综合体和住宅综合体可以使用类似的策略成为可再生能源的用户,这将有助于印度大幅迈向100%可再生能源。本文研究了实现这一目标必须克服的技术和经济挑战。
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引用次数: 0
The Teleological Battlespace: Leveraging Norbert Weiner's Cybernetic Paradigm 目的论的战斗空间:利用诺伯特·韦纳的控制论范式
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532523
M. Guha, Jai C. Galliott
This paper leverages Norbert Weiner's cybernetic paradigm to understand and contextualize the nature and character of the emergent battlespace in the Age of Artificial Intelligence and Autonomous Weapon Systems. Given the emergence of the Internet of Things, which is co-constituting a technogeographical space, this paper contends that it is more productive to think of the emergent battlespace in cybernetic than in digital terms, which not only allows for the re-evaluation of the human, weapons, tactical mix, but which also necessitates a reassessment of the ethical concerns of warfare in the 21st Century.
本文利用诺伯特·韦纳的控制论范式来理解和背景化人工智能和自主武器系统时代紧急战斗空间的性质和特征。鉴于物联网的出现,它正在共同构成一个技术地理空间,本文认为,用控制论的方式来思考新兴的战斗空间比用数字的方式来思考更有成效,这不仅允许重新评估人、武器、战术组合,而且还需要重新评估21世纪战争的伦理问题。
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引用次数: 0
Ergonomics of Human Machine Integration in Variable Autonomy 可变自治中人机集成的工效学
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532522
N. Kalaiyarasi, T. Gopal
“Human technologies are made by humans, for humans”. In recent days pairing people with the system is getting easier. The systems and tools we use are becoming increasingly intelligent and more interconnected with autonomous behavior giving birth to cyber physical systems. The advances in the miniaturization of computation makes our tool behave intelligent using Artificial Intelligence. This intelligence in the form of a software where the inputs are taken from entities of real-time systems. The ultimate goal of the future research should be to emulate the functions of human-human and human-autonomy teams directly and evaluate their joint performance and contributions. Armed with this approach and existing technologies we can uncover novel approaches in Industry 4.0 and this paper ends with the overview of human-machine autonomy and ergonomics at variable autonomy.
“人类技术是由人类创造,为人类服务的”。最近几天,将人和系统配对变得越来越容易。我们使用的系统和工具正变得越来越智能,与自主行为的联系越来越紧密,从而催生了网络物理系统。计算小型化的进步使我们的工具使用人工智能来表现智能。这种智能以软件的形式出现,输入来自实时系统的实体。未来研究的最终目标应该是直接模拟人类和人类自治团队的功能,并评估他们的共同绩效和贡献。有了这种方法和现有技术,我们可以在工业4.0中发现新的方法,本文最后概述了可变自治下的人机自治和人体工程学。
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引用次数: 0
DARPA's ADAPTER Program: Applying the ELSI Approach to a Semi-Autonomous Complex Socio-Technical System DARPA的适配器计划:将ELSI方法应用于半自治的复杂社会技术系统
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532581
Katina Michael
This paper presents a conceptual framework for Ethical, Legal and Social Aspects (ELSA) of the Defense Advanced Research Project Agency's (DARPA) ADvanced Acclimation and Protection Tool for Environmental Readiness (ADAPTER) Program. ADAPTER aims to develop a travel adapter for the human body, an implantable or ingestible bioelectronic carrier. This paper is written in my capacity as an unpaid ELSI panelist providing insights to the project and technical teams engaged with ADAPTER. The methodology employed in the work uses normativity to address the question of desirability and permissibility of an implantable for warfighters to achieve the goal of better sleep cycles and the diminishment of traveler's diarrhea. The paper's contribution is in defining ELSI, understanding ELSI aspects embedded in socio-technical systems design, the role of transdisciplinarity when applying ELSI, and presenting a conceptual framework that will be used to interrogate ADAPTER throughout the lifetime of the Program.
本文提出了美国国防高级研究计划局(DARPA)环境准备高级适应和保护工具(ADAPTER)计划的伦理、法律和社会方面(ELSA)的概念框架。ADAPTER旨在开发一种适合人体的旅行适配器,一种可植入或可摄入的生物电子载体。本文是以我作为无偿ELSI小组成员的身份撰写的,为参与ADAPTER的项目和技术团队提供见解。工作中采用的方法使用规范性来解决作战人员的可移植性问题,以实现更好的睡眠周期和减少旅行者腹泻的目标。本文的贡献在于定义ELSI,理解社会技术系统设计中嵌入的ELSI方面,应用ELSI时跨学科的作用,并提出一个概念性框架,该框架将用于在项目的整个生命周期中询问ADAPTER。
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引用次数: 1
21CW2021 Online Conference Committee 21CW2021在线会议委员会
Pub Date : 2021-07-22 DOI: 10.1109/21cw48944.2021.9532558
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引用次数: 0
An Intelligent Image Based Recommendation System for Tourism 基于图像的旅游智能推荐系统
Pub Date : 2021-07-22 DOI: 10.1109/21CW48944.2021.9532512
J. Joseph, Nirmala Santiago
Tourism is a major source of revenue for many countries around the world. It provides jobs for the local residents, preserves natural resources, and uplifts culture and heritage, further economically benefiting the destination. In order to improve tourism, a system is developed which analyses the social media activity of users to understand their emotions. Sentiment analysis is generally done on text from comments or reviews, but this new system takes a different approach and tries to perform a sentiment analysis on the images that a user likes on social networking applications and detects features from these images to understand the mood of the user. These images are classified as ‘happy’ or ‘sad’, which is used to develop a context-based recommender system. To facilitate this several classification methods are implemented and compared to obtain the best method. The images are classified using Convolutional neural networks with different numbers of layers, by using Transfer learning with VGG16 and Inception Model, and by adding a novel layer of bilinear pooling to the VGG16 model to study its effect on the performance. The psychological effects of the emotion of a user on tourism recommendations are studied and relevant recommendations are made.
旅游业是世界上许多国家的主要收入来源。它为当地居民提供了就业机会,保护了自然资源,提升了文化和遗产,进一步为目的地带来了经济效益。为了提高旅游业,我们开发了一个系统,通过分析用户的社交媒体活动来了解他们的情绪。情感分析通常是对评论或评论中的文本进行的,但这个新系统采用了一种不同的方法,它试图对用户在社交网络应用程序上喜欢的图像进行情感分析,并从这些图像中检测特征,以了解用户的情绪。这些图像被分类为“快乐”或“悲伤”,用于开发基于上下文的推荐系统。为了实现这一目标,实现了几种分类方法,并对其进行了比较,以获得最佳分类方法。采用不同层数的卷积神经网络对图像进行分类,并结合VGG16和盗梦模型进行迁移学习,并在VGG16模型上增加一层新的双线性池化,研究其对图像分类性能的影响。研究了用户情绪对旅游推荐的心理影响,并提出了相应的建议。
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引用次数: 0
期刊
2021 IEEE Conference on Norbert Wiener in the 21st Century (21CW)
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